ElementCheck: Complexity-Aware Long-Form Text Factuality Evaluation via Sentence Elements
Experiments show ElementCheck consistently improves factuality verification across five backbone models while maintaining a favorable accuracy-cost trade-off, and further analyses demonstrate that complexity-aware verification reduces unnecessary re-verification and maintains stability across different backbones.
Xinming Wang, Hao-Ran Du, Yi Chen et al.
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